• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

用于交通噪声控制的生物启发式声学超材料:与机器学习接轨

Bio-inspired acoustic metamaterials for traffic noise control: bridging the gap with machine learning.

作者信息

Lu Jia-Hao, Ding Siqi, Ni Yi-Qing, Li Shu

机构信息

Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China.

National Rail Transit Electrification and Automation Engineering Technology Research Center (Hong Kong Branch), Hong Kong, China.

出版信息

Commun Eng. 2025 Jul 29;4(1):136. doi: 10.1038/s44172-025-00470-x.

DOI:10.1038/s44172-025-00470-x
PMID:40730663
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12307771/
Abstract

Acoustic metamaterials (AMMs) represent a transformative approach to sound manipulation, capable of controlling acoustic waves in ways that are not possible with traditional materials. These materials, often inspired by biological structures, leverage complex geometries and innovative designs to enhance sound absorption and control. This review outlines the fundamentals of bio-inspired AMMs, discusses their design and performance characteristics, and highlights the challenges in translating these innovations into practical applications. We also explore the integration of machine learning (ML) techniques with bio-inspired design to optimize AMM for practical implementation. Finally, we propose future research directions aimed at developing broadband AMMs that effectively address the pressing issue of traffic noise, thereby enhancing the overall efficacy of noise control solutions.

摘要

声学超材料(AMMs)代表了一种变革性的声音操控方法,能够以传统材料无法实现的方式控制声波。这些材料通常受生物结构启发,利用复杂的几何形状和创新设计来增强吸声和控制效果。本综述概述了受生物启发的声学超材料的基本原理,讨论了它们的设计和性能特征,并强调了将这些创新转化为实际应用所面临的挑战。我们还探讨了机器学习(ML)技术与受生物启发的设计的整合,以优化声学超材料用于实际应用。最后,我们提出了未来的研究方向,旨在开发能够有效解决交通噪音这一紧迫问题的宽带声学超材料,从而提高噪声控制解决方案的整体效能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/07a35c4f1c99/44172_2025_470_Fig12_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/19d1712112e2/44172_2025_470_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/9b24ab908617/44172_2025_470_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/c4885479a82d/44172_2025_470_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/129e946332ad/44172_2025_470_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/c4311f78c72b/44172_2025_470_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/95c73ff64178/44172_2025_470_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/6ddccd4f09ba/44172_2025_470_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/3ac08ac81ed0/44172_2025_470_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/f73e9ff2f8a4/44172_2025_470_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/29d93f6c6a10/44172_2025_470_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/8df5046ed463/44172_2025_470_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/07a35c4f1c99/44172_2025_470_Fig12_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/19d1712112e2/44172_2025_470_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/9b24ab908617/44172_2025_470_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/c4885479a82d/44172_2025_470_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/129e946332ad/44172_2025_470_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/c4311f78c72b/44172_2025_470_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/95c73ff64178/44172_2025_470_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/6ddccd4f09ba/44172_2025_470_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/3ac08ac81ed0/44172_2025_470_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/f73e9ff2f8a4/44172_2025_470_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/29d93f6c6a10/44172_2025_470_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/8df5046ed463/44172_2025_470_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fc/12307771/07a35c4f1c99/44172_2025_470_Fig12_HTML.jpg

相似文献

1
Bio-inspired acoustic metamaterials for traffic noise control: bridging the gap with machine learning.用于交通噪声控制的生物启发式声学超材料:与机器学习接轨
Commun Eng. 2025 Jul 29;4(1):136. doi: 10.1038/s44172-025-00470-x.
2
Stabilizing machine learning for reproducible and explainable results: A novel validation approach to subject-specific insights.稳定机器学习以获得可重复和可解释的结果:一种针对特定个体见解的新型验证方法。
Comput Methods Programs Biomed. 2025 Jun 21;269:108899. doi: 10.1016/j.cmpb.2025.108899.
3
Predictive modeling of complications arising from early-onset preeclampsia in pregnant women.早发型子痫前期孕妇并发症的预测模型
Womens Health (Lond). 2025 Jan-Dec;21:17455057251348978. doi: 10.1177/17455057251348978. Epub 2025 Jul 21.
4
Short-Term Memory Impairment短期记忆障碍
5
Are Current Survival Prediction Tools Useful When Treating Subsequent Skeletal-related Events From Bone Metastases?当前的生存预测工具在治疗骨转移后的骨骼相关事件时有用吗?
Clin Orthop Relat Res. 2024 Sep 1;482(9):1710-1721. doi: 10.1097/CORR.0000000000003030. Epub 2024 Mar 22.
6
Behavioral interventions to reduce risk for sexual transmission of HIV among men who have sex with men.降低男男性行为者中艾滋病毒性传播风险的行为干预措施。
Cochrane Database Syst Rev. 2008 Jul 16(3):CD001230. doi: 10.1002/14651858.CD001230.pub2.
7
Self-Set Goals: Autistic Adults Facilitating Their Self-Determination Through Digitally Mediated Social Stories.自我设定目标:成年自闭症患者通过数字媒介社交故事促进自我决定
Autism Adulthood. 2025 Feb 5;7(1):25-38. doi: 10.1089/aut.2023.0063. eCollection 2025 Feb.
8
Stigma Management Strategies of Autistic Social Media Users.自闭症社交媒体用户的污名管理策略
Autism Adulthood. 2025 May 28;7(3):273-282. doi: 10.1089/aut.2023.0095. eCollection 2025 Jun.
9
Pre-implementation planning to enhance integration of HIV and behavioral health care services at two Ryan White-funded HIV care centers.实施前规划,以加强两家受 Ryan White 基金资助的艾滋病护理中心的艾滋病毒与行为健康护理服务的整合。
Transl Behav Med. 2024 Oct 6;14(10):598-610. doi: 10.1093/tbm/ibae046.
10
Non-speech oral motor treatment for children with developmental speech sound disorders.针对发育性语音障碍儿童的非言语口腔运动治疗。
Cochrane Database Syst Rev. 2015 Mar 25;2015(3):CD009383. doi: 10.1002/14651858.CD009383.pub2.

本文引用的文献

1
Intelligent on-demand design of phononic metamaterials.声子超材料的智能按需设计。
Nanophotonics. 2022 Jan 4;11(3):439-460. doi: 10.1515/nanoph-2021-0639. eCollection 2022 Jan.
2
Broadband Sound Absorption and High Damage Resistance in a Turtle Shell-Inspired Multifunctional Lattice: Neural Network-Driven Design and Optimization.受龟壳启发的多功能晶格中的宽带吸声与高抗损伤性能:神经网络驱动的设计与优化
Small. 2024 Oct;20(42):e2403254. doi: 10.1002/smll.202403254. Epub 2024 Jun 7.
3
AI-Based Metamaterial Design.基于人工智能的超材料设计。
ACS Appl Mater Interfaces. 2024 Jun 12;16(23):29547-29569. doi: 10.1021/acsami.4c04486. Epub 2024 May 29.
4
Machine Learning Aided Design and Optimization of Thermal Metamaterials.机器学习辅助的热超材料设计与优化
Chem Rev. 2024 Apr 10;124(7):4258-4331. doi: 10.1021/acs.chemrev.3c00708. Epub 2024 Mar 28.
5
Use of Biomaterials in 3D Printing as a Solution to Microbial Infections in Arthroplasty and Osseous Reconstruction.生物材料在3D打印中的应用作为关节置换术和骨重建中微生物感染问题的解决方案
Biomimetics (Basel). 2024 Mar 1;9(3):154. doi: 10.3390/biomimetics9030154.
6
Data-Driven Design for Metamaterials and Multiscale Systems: A Review.超材料与多尺度系统的数据驱动设计:综述
Adv Mater. 2024 Feb;36(8):e2305254. doi: 10.1002/adma.202305254. Epub 2023 Dec 5.
7
Biomimetic Coupling Structure Increases the Noise Friction and Sound Absorption Effect.仿生耦合结构增加噪声摩擦和吸声效果。
Materials (Basel). 2023 Nov 13;16(22):7148. doi: 10.3390/ma16227148.
8
Recent advances in 3D printing properties of natural food gels: Application of innovative food additives.近期天然食品凝胶 3D 打印性能的进展:创新食品添加剂的应用。
Food Chem. 2024 Jan 30;432:137196. doi: 10.1016/j.foodchem.2023.137196. Epub 2023 Aug 25.
9
Interpenetrating Hollow Microlattice Metamaterial Enables Efficient Sound-Absorptive and Deformation-Recoverable Capabilities.互穿中空微晶格超材料实现高效吸声和可变形恢复能力。
ACS Appl Mater Interfaces. 2023 May 24;15(20):24868-24879. doi: 10.1021/acsami.3c02498. Epub 2023 Apr 22.
10
Is Additive Manufacturing an Environmentally and Economically Preferred Alternative for Mass Production?增材制造是否是大规模生产在环境和经济方面更优的选择?
Environ Sci Technol. 2023 Apr 25;57(16):6373-6386. doi: 10.1021/acs.est.2c04927. Epub 2023 Apr 17.